Over the past few years, cardiac tissue engineering has undergone tremendous progress. Various in vitro methods have been developed to improve the accuracy in the result of drug-induced cardiac toxicity screening. Herein, we propose a novel SU-8 cantilever integrated with an electromechanical-stimulator to enhance the maturation of cultured cardiac cells. The simultaneous electromechanical stimulation significantly enhances the contraction force of the cardiomyocytes, thereby increasing cantilever displacement. Fluorescence microscopy analysis was performed to confirm the improved maturation of the cardiomyocytes. After the initial experiments, the contractile behaviors of the cultured cardiomyocytes were investigated by measuring the mechanical deformation of the SU-8 cantilever. Finally, the proposed electromechanical-stimulator-integrated SU-8 cantilever was used to evaluate the adverse effects of different cardiac vascular drugs, i.e., verapamil, lidocaine, and isoproterenol, on the cultured cardiomyocytes. The physiology of the cardiac-drug-treated cardiomyocytes was examined with and without electrical stimulation of the cardiomyocytes. The experimental results indicate that the proposed cantilever platform can be used as a predictive assay system for preliminary cardiac drug toxicity screening applications.